Lesion Segmentation on ComLesion-14K 1.0 (test)
37.06Mean Dice (mDice)CORE-Seg
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CORE-SegMethod Category=Grounding-Specific MLLMs, Evaluation Protocol=Trained2026.03 | 37.06 | 27.79 | 18.42 | 31.4 | 39.56 | 41.4 | 8.28 | 47.25 | 74.85 | 37.53 | 70.99 | 8.14 | |
| LISA-3B (Trained)Method Category=Grounding-Specific MLLMs, Evaluation Protocol=Trained2026.03 | 22.17 | 16.49 | 44.28 | 16.39 | 22.71 | 19.4 | 5.64 | 35.51 | 66.2 | 17.89 | 48.21 | 2.39 | |
| SegZero-3B (Trained)Method Category=Grounding-Specific MLLMs, Evaluation Protocol=Trained2026.03 | 17.47 | 12.28 | 52.57 | 13.41 | 13.94 | 14.37 | 8.72 | 40.64 | 53.54 | 39.51 | 21.78 | 12.21 | |
| MedPLIB-7BMethod Category=Grounding-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 12.9 | 8.77 | 42.4 | 12.51 | 6 | 4.12 | 4.82 | 22.11 | 44.45 | 48.34 | 44.85 | 3.2 | |
| MediSee-7BMethod Category=Grounding-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 11.07 | 7.49 | 55.97 | 21.18 | 4.01 | 4 | 1.2 | 5.16 | 22.98 | 9.9 | 5.58 | 9.84 | |
| Qwen2.5-VL-72BMethod Category=General MLLMs, Evaluation Protocol=Zero-shot2026.03 | 11.04 | 7.78 | 37.61 | 6.68 | 5.11 | 3.3 | 5.23 | 31.36 | 54.09 | 22.89 | 52.86 | 1.21 | |
| SegZero-7BMethod Category=Grounding-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 9.08 | 6.23 | 19.84 | 4.72 | 2.49 | 3.72 | 3.15 | 25.87 | 54.57 | 7.53 | 50.33 | 2.92 | |
| Qwen2.5-VL-7BMethod Category=General MLLMs, Evaluation Protocol=Zero-shot2026.03 | 8.3 | 5.56 | 42.76 | 3.62 | 4.47 | 2.62 | 2.89 | 23.79 | 48.12 | 5.18 | 41.43 | 3.06 | |
| Lingshu-7BMethod Category=Medical-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 7.37 | 4.73 | 58.41 | 3.34 | 4.62 | 2.62 | 3.27 | 22.56 | 37.76 | 6.01 | 26.61 | 0.88 | |
| MedGemma-4BMethod Category=Medical-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 6.03 | 3.85 | 49.11 | 3.1 | 1.95 | 2.39 | 2.3 | 19.09 | 34.15 | 4.08 | 25.99 | 1.98 | |
| VLMR1-REC-3BMethod Category=Grounding-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 4.76 | 2.99 | 24.98 | 4.45 | 1.14 | 2.76 | 3.5 | 11.74 | 15.65 | 1.69 | 32.77 | 1.27 | |
| HuatuoGPT-7BMethod Category=Medical-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 4.73 | 3.04 | 43.72 | 3.58 | 1.88 | 2.02 | 3.2 | 13.49 | 20.13 | 0.1 | 16.11 | 0.62 | |
| InternVL3-8BMethod Category=General MLLMs, Evaluation Protocol=Zero-shot2026.03 | 4.18 | 2.72 | 73.9 | 2.36 | 0.5 | 0.79 | 0.96 | 11.34 | 31.44 | 5.55 | 14.07 | 0.86 | |
| Chiron-o1-8BMethod Category=Medical-Specific MLLMs, Evaluation Protocol=Zero-shot2026.03 | 3.35 | 2.19 | 66.61 | 2.35 | 0.81 | 1.5 | 1.86 | 9.6 | 14.74 | 1.8 | 28.01 | 0.84 |